Live Coding A Machine Learning Model from Scratch (Google I/O'19)
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Do you want to build a machine learning model, but not sure where to start? In this session, learn how to start with an empty Colab notebook, code a model using TensorFlow and Keras, train the model live, deploy it to Cloud AI Platform for serving, and use the deployed model to generate predictions from a web app.
Code from this demo: https://goo.gle/2VS3uKQ
Blog post: https://goo.gle/2QcLDIs
Qwiklabs: https://goo.gle/2ITPFU6
Watch more #io19 here:
GCP at Google I/O 2019 Playlist → https://goo.gle/2ZPLejw
Google I/O 2019 All Sessions Playlist → https://goo.gle/io19allsessions
Learn more on the I/O Website → https://google.com/io
Subscribe to the Google Cloud Platform Channel → https://goo.gle/GCP
Get started at → https://cloud.google.com/gcp
Speaker(s): Sara Robinson
T81AAF
Source
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You can find the code from this demo here: https://github.com/GoogleCloudPlatform/ai-platform-text-classifier-shap
And a blog post about it here: https://sararobinson.dev/2019/04/23/interpret-bag-of-words-models-shap.html
While it won't make everything clear (due to time constraints and the fight for human attention), this is a really really helpful start to understanding ML!
Thanks a lot Sara! This is probably the first really informative beginner's resource I have found on the topic
im gonna make a startup from it
hahahahahaha
Beautifully explained AI from how to create a model, till how to test a models accuracy using shap
Why is google soO good!? T_T
Very informative!
Thanks for the content ! But I guess Colab is not adapted for long trainings that last several days right ?
Awesome Very useful thanks Sara
very useful thank you
Nicely done!! Thank you.
thanks so much 🙂
Why don't use binary cross entropy and not categorical crossentropy ?
This is amazing and almost instantly got me tuned in. Developed the code to reproduce here
https://lalit7jain.wordpress.com/2019/05/14/deep-learning-classification-of-stackoverflow-questions-with-interpretability/
Enjoy!
Awesome talk , thank you for the introduction to SHAP !!
amazing!!!
Thank you!
Can anyone help me with why am I getting different results in the 'code snippets' search option? eg. When I write "auth", "authenticate to your cloud account" option doesn't come.
Nicely explained!!
It's great. Thanks
This was class
This is inspiring, I have been doing it the hard way.
So helpful!